{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch \n",
    "from torch import nn, Tensor\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Flow(nn.Module):\n",
    "    def __init__(self, dim: int = 2, h: int = 64):\n",
    "        super().__init__()\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Linear(dim + 1, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, dim))\n",
    "    \n",
    "    def forward(self, t: Tensor, x_t: Tensor) -> Tensor:\n",
    "        return self.net(torch.cat((t, x_t), -1))\n",
    "    \n",
    "    def step(self, x_t: Tensor, t_start: Tensor, t_end: Tensor) -> Tensor:\n",
    "        t_start = t_start.view(1, 1).expand(x_t.shape[0], 1)\n",
    "        \n",
    "        return x_t + (t_end - t_start) * self(t=t_start + (t_end - t_start) / 2, x_t= x_t + self(x_t=x_t, t=t_start) * (t_end - t_start) / 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow = Flow()\n",
    "\n",
    "optimizer = torch.optim.Adam(flow.parameters(), 1e-2)\n",
    "loss_fn = nn.MSELoss()\n",
    "\n",
    "for _ in range(10000):\n",
    "    x_1 = Tensor(make_moons(256, noise=0.15)[0])\n",
    "    x_0 = torch.randn_like(x_1)\n",
    "    t = torch.rand(len(x_1), 1)\n",
    "    \n",
    "    x_t = (1 - t) * x_0 + t * x_1\n",
    "    dx_t = x_1 - x_0\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    loss_fn(flow(t=t, x_t=x_t), dx_t).backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x400 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = torch.randn(300, 2)\n",
    "n_steps = 8\n",
    "fig, axes = plt.subplots(1, n_steps + 1, figsize=(30, 4), sharex=True, sharey=True)\n",
    "time_steps = torch.linspace(0, 1.0, n_steps + 1)\n",
    "\n",
    "axes[0].scatter(x.detach()[:, 0], x.detach()[:, 1], s=10)\n",
    "axes[0].set_title(f't = {time_steps[0]:.2f}')\n",
    "axes[0].set_xlim(-3.0, 3.0)\n",
    "axes[0].set_ylim(-3.0, 3.0)\n",
    "\n",
    "for i in range(n_steps):\n",
    "    x = flow.step(x_t=x, t_start=time_steps[i], t_end=time_steps[i + 1])\n",
    "    axes[i + 1].scatter(x.detach()[:, 0], x.detach()[:, 1], s=10)\n",
    "    axes[i + 1].set_title(f't = {time_steps[i + 1]:.2f}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conditional Flow Matching\n",
    "We now train a simple conditional model using class labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch \n",
    "from torch import nn, Tensor\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Flow(nn.Module):\n",
    "    def __init__(self, dim: int = 2, h: int = 64):\n",
    "        super().__init__()\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Linear(dim + 2, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, h), nn.ELU(),\n",
    "            nn.Linear(h, dim))\n",
    "    \n",
    "    def forward(self, t: Tensor, c: Tensor, x_t: Tensor ) -> Tensor:\n",
    "        return self.net(torch.cat((t, c, x_t), -1))\n",
    "    \n",
    "    def step(self, x_t: Tensor, t_start: Tensor, t_end: Tensor, c: Tensor) -> Tensor:\n",
    "        t_start = t_start.view(1, 1).expand(x_t.shape[0], 1)\n",
    "        \n",
    "        return x_t + (t_end - t_start) * self(t=t_start + (t_end - t_start) / 2, c = c, x_t= x_t + self(c = c, x_t=x_t, t=t_start) * (t_end - t_start) / 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow = Flow()\n",
    "\n",
    "optimizer = torch.optim.Adam(flow.parameters(), 1e-2)\n",
    "loss_fn = nn.MSELoss()\n",
    "\n",
    "for _ in range(10000):\n",
    "    x_1, c = make_moons(256, noise=0.15)\n",
    "    x_1 = Tensor(x_1)\n",
    "    c = Tensor(c)\n",
    "    c = c.view(-1, 1)\n",
    "    \n",
    "    x_0 = torch.randn_like(x_1)\n",
    "    t = torch.rand(len(x_1), 1)\n",
    "    \n",
    "    x_t = (1 - t) * x_0 + t * x_1\n",
    "    dx_t = x_1 - x_0\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    loss_fn(flow(t=t, x_t=x_t, c=c), dx_t).backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# --- evaluation / visualisation section --------------------------\n",
    "n_samples = 256                    \n",
    "\n",
    "sigma = 1.0\n",
    "x      = torch.randn(n_samples, 2) * sigma     # (n_samples, 2)\n",
    "\n",
    "# if you just want random labels –– otherwise load real labels here\n",
    "c_eval = torch.randint(0, 2, (n_samples, 1), dtype=torch.float32)  # (n_samples, 1)\n",
    "\n",
    "# colours for the scatter (same length as x)\n",
    "colors  = ['blue' if lbl == 0 else 'orange' for lbl in c_eval.squeeze().tolist()]\n",
    "\n",
    "# -----------------------------------------------------------------\n",
    "n_steps      = 100\n",
    "plot_every   = 20\n",
    "plot_indices = list(range(0, n_steps + 1, plot_every))\n",
    "if plot_indices[-1] != n_steps:\n",
    "    plot_indices.append(n_steps)\n",
    "\n",
    "fig, axes   = plt.subplots(1, len(plot_indices), figsize=(4 * len(plot_indices), 4),\n",
    "                           sharex=True, sharey=True)\n",
    "time_steps  = torch.linspace(0, 1.0, n_steps + 1)\n",
    "\n",
    "# initial frame\n",
    "axes[0].scatter(x[:, 0], x[:, 1], s=10, c=colors)\n",
    "axes[0].set_title(f't = {time_steps[0]:.2f}')\n",
    "axes[0].set_xlim(-3.0, 3.0)\n",
    "axes[0].set_ylim(-3.0, 3.0)\n",
    "\n",
    "plot_count = 0\n",
    "with torch.no_grad():                         # no gradients while sampling\n",
    "    for i in range(n_steps):\n",
    "        x = flow.step(x_t=x,\n",
    "                      t_start=time_steps[i],\n",
    "                      t_end=time_steps[i + 1],\n",
    "                      c=c_eval)               # 2️⃣ use the same‑sized label tensor\n",
    "        if (i + 1) in plot_indices:\n",
    "            plot_count += 1\n",
    "            axes[plot_count].scatter(x[:, 0], x[:, 1], s=10, c=colors)\n",
    "            axes[plot_count].set_title(f't = {time_steps[i + 1]:.2f}')\n",
    "            axes[plot_count].set_xlim(-3.0, 3.0)\n",
    "            axes[plot_count].set_ylim(-3.0, 3.0)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DiT",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
